PPT-No Regret Algorithms in Games

Georgios Piliouras Georgia Institute of Technology John Hopkins University No Regret Algorithms in Games Georgios Piliouras Georgia Institute of Technology John Hopkins University No Regret Algorithms. Stephen Lovelady and Daniel Sgroi. Modelling Regret in decision under uncertainty. Typically as “anticipated regret”. A function of the difference between the outcome resulting from your choice and the outcome which would have resulted had you made a different choice. Confession is literally “same word”- agreeing with God about our sin. . 1 John 1:8–10 . “If we say that we have no sin, we are deceiving ourselves and the truth is not in us. 9 If we confess our sins, He is faithful and righteous to forgive us our sins and to cleanse us from all unrighteousness. 10 If we say that we have not sinned, we make Him a liar and His word is not in us.” . Forecasting Biases .  misinformation to be used in making Decisions. Decision Bias  . Information can still lead to biased decisions. Confirmation bias. Decision tendencies to go with …... Status quo. in . English. taken. from: . Pragmatics. Teaching Natural . Conversation. by Noel R. . Houck. and . Donna. H. . Tatsuki. , . editors. ( TESOL CLASSROOM Practice series). Apology. . strategies. Inter-university . Center for . Electronic . Auctions and Markets. Ehud Lehrer. School of Mathematical Sciences. Tel Aviv University. Grant. . related Students. O. mer . . E. dhan. . (P. ostdoctoral. Dr. Jey Veerasamy. jeyv@utdallas.edu. July 31. st. – August 23. rd. 9:30 am to 12 noon. 1. Memory game. 2. Minesweeper. 3. C. onnect4. 4. Deal or no deal. 5. Bouncing ball. 6. Sudoku. 7. Vocabulary :. Repentance. - To feel sad/sorrow about something you did in the past . Termed as . - To be called something . Creative . - Imaginative , making something different or unique . Noam Brown. Carnegie Mellon University. Computer Science . Department. Review: Imperfect-Information Game Tree. Information . set. 0.3. 0.5. 0.2. 0.5. 0.5. Negotiations, security, poker. P1. P1. P1. C. “How to fix this sentence!”. A comma is needed after “fought.” We have to use a “crutch” (a.k.a. . . comma) to separate a dependent clause from an independent clause.. After remembering all the times that her and her grandfather fought she begins to feel these feelings of regret and remorse.. flooR. : October 24. th. , 2017. S. ender-receiver. M. essage. E. vidence. L. anguage. L. ayers. It must also be said that I rise today with no small measure of regret. Regret, because of the state of our disunion, regret because of the disrepair and destructiveness of our politics, regret because of the indecency of our discourse, regret because of the coarseness of our leadership, regret for the compromise of our moral authority, and by our -- all of our -- complicity in this alarming and dangerous state of affairs. It is time for our complicity and our accommodation of the unacceptable to . Alan Fern . 2. Large Worlds. We have considered basic model-based planning algorithms. Model-based planning. : assumes MDP model is available. Methods we learned so far are at least poly-time in the number of states and actions. Regret Minimization in Bounded Memory Games Jeremiah Blocki Nicolas Christin Anupam Datta Arunesh Sinha Work in progress Motivating Example 2 Employee Actions: {Behave, Violate} Audit Process Example CMU . Fall 2013. Homework 1 Statistics. Minimum Value. 80.00. Maximum Value. 100.00. Range. 20.00. Average. 86.53. Median. 85.75. Standard Deviation. 4.93. 2. 3. Healthcare Privacy. Hospital. Drug Company. . Avoiding Regret and Seeking Pride. People avoid actions that create regret. People seek actions that create pride. Fearing regret and seeking pride causes investors to be pre-disposed to selling winners .